Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 151 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.5 KiB |
| Average record size in memory | 104.8 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 12 |
Country,Other has a high cardinality: 151 distinct values | High cardinality |
Total Cases is highly correlated with New Cases and 7 other fields | High correlation |
New Cases is highly correlated with Total Cases and 7 other fields | High correlation |
Total Deaths is highly correlated with Total Cases and 7 other fields | High correlation |
New Deaths is highly correlated with Total Cases and 7 other fields | High correlation |
Total Recovered is highly correlated with Total Cases and 7 other fields | High correlation |
New Recovered is highly correlated with Total Cases and 7 other fields | High correlation |
Active Cases is highly correlated with Total Cases and 7 other fields | High correlation |
Serious, Critical is highly correlated with Total Cases and 7 other fields | High correlation |
Tot Cases/ 1M pop is highly correlated with Deaths/ 1M pop and 1 other fields | High correlation |
Deaths/ 1M pop is highly correlated with Tot Cases/ 1M pop and 1 other fields | High correlation |
Total Tests is highly correlated with Total Cases and 7 other fields | High correlation |
Tests/ 1M pop is highly correlated with Tot Cases/ 1M pop and 1 other fields | High correlation |
Total Cases is highly correlated with New Cases and 6 other fields | High correlation |
New Cases is highly correlated with Total Cases and 6 other fields | High correlation |
Total Deaths is highly correlated with Total Cases and 6 other fields | High correlation |
New Deaths is highly correlated with Total Cases and 6 other fields | High correlation |
Total Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
New Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
Active Cases is highly correlated with Total Cases and 6 other fields | High correlation |
Serious, Critical is highly correlated with Total Cases and 6 other fields | High correlation |
Tot Cases/ 1M pop is highly correlated with Deaths/ 1M pop | High correlation |
Deaths/ 1M pop is highly correlated with Tot Cases/ 1M pop | High correlation |
Total Cases is highly correlated with New Cases and 7 other fields | High correlation |
New Cases is highly correlated with Total Cases and 7 other fields | High correlation |
Total Deaths is highly correlated with Total Cases and 5 other fields | High correlation |
New Deaths is highly correlated with Total Cases and 4 other fields | High correlation |
Total Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
New Recovered is highly correlated with Total Cases and 2 other fields | High correlation |
Active Cases is highly correlated with Total Cases and 1 other fields | High correlation |
Serious, Critical is highly correlated with Total Cases and 4 other fields | High correlation |
Tot Cases/ 1M pop is highly correlated with Deaths/ 1M pop and 1 other fields | High correlation |
Deaths/ 1M pop is highly correlated with Tot Cases/ 1M pop | High correlation |
Total Tests is highly correlated with Total Cases and 3 other fields | High correlation |
Tests/ 1M pop is highly correlated with Tot Cases/ 1M pop | High correlation |
Total Cases is highly correlated with New Cases and 7 other fields | High correlation |
New Cases is highly correlated with Total Cases and 7 other fields | High correlation |
Total Deaths is highly correlated with Total Cases and 7 other fields | High correlation |
New Deaths is highly correlated with Total Cases and 7 other fields | High correlation |
Total Recovered is highly correlated with Total Cases and 7 other fields | High correlation |
New Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
Active Cases is highly correlated with Total Cases and 7 other fields | High correlation |
Serious, Critical is highly correlated with Total Cases and 7 other fields | High correlation |
Tot Cases/ 1M pop is highly correlated with Deaths/ 1M pop and 1 other fields | High correlation |
Deaths/ 1M pop is highly correlated with Tot Cases/ 1M pop | High correlation |
Total Tests is highly correlated with Total Cases and 7 other fields | High correlation |
Tests/ 1M pop is highly correlated with Tot Cases/ 1M pop and 1 other fields | High correlation |
Country,Other is uniformly distributed | Uniform |
Country,Other has unique values | Unique |
Total Cases has unique values | Unique |
Tot Cases/ 1M pop has unique values | Unique |
Reproduction
| Analysis started | 2022-01-15 09:44:07.786330 |
|---|---|
| Analysis finished | 2022-01-15 09:45:43.246670 |
| Duration | 1 minute and 35.46 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 151 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| Vietnam | 1 |
|---|---|
| Honduras | 1 |
| Costa Rica | 1 |
| Laos | 1 |
| Botswana | 1 |
| Other values (146) |
Length
| Max length | 22 |
|---|---|
| Median length | 7 |
| Mean length | 7.635761589 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 151 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | World |
|---|---|
| 2nd row | USA |
| 3rd row | India |
| 4th row | Brazil |
| 5th row | UK |
Common Values
| Value | Count | Frequency (%) |
| Vietnam | 1 | 0.7% |
| Honduras | 1 | 0.7% |
| Costa Rica | 1 | 0.7% |
| Laos | 1 | 0.7% |
| Botswana | 1 | 0.7% |
| Togo | 1 | 0.7% |
| Belgium | 1 | 0.7% |
| Seychelles | 1 | 0.7% |
| Moldova | 1 | 0.7% |
| Guinea | 1 | 0.7% |
| Other values (141) | 141 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 2 | 1.2% |
| french | 2 | 1.2% |
| guinea | 2 | 1.2% |
| venezuela | 1 | 0.6% |
| korea | 1 | 0.6% |
| albania | 1 | 0.6% |
| maldives | 1 | 0.6% |
| greece | 1 | 0.6% |
| bangladesh | 1 | 0.6% |
| palestine | 1 | 0.6% |
| Other values (157) | 157 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 151 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4242925.285 |
| Minimum | 31098 |
|---|---|
| Maximum | 320721656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 31098 |
|---|---|
| 5-th percentile | 36093.5 |
| Q1 | 120977.5 |
| median | 451430 |
| Q3 | 1468419.5 |
| 95-th percentile | 9213442.5 |
| Maximum | 320721656 |
| Range | 320690558 |
| Interquartile range (IQR) | 1347442 |
Descriptive statistics
| Standard deviation | 26756833.5 |
|---|---|
| Coefficient of variation (CV) | 6.306223114 |
| Kurtosis | 132.9500091 |
| Mean | 4242925.285 |
| Median Absolute Deviation (MAD) | 389040 |
| Skewness | 11.272381 |
| Sum | 640681718 |
| Variance | 7.159281389 × 1014 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 593664 | 1 | 0.7% |
| 2347164 | 1 | 0.7% |
| 6793119 | 1 | 0.7% |
| 7930528 | 1 | 0.7% |
| 489889 | 1 | 0.7% |
| 226598 | 1 | 0.7% |
| 92581 | 1 | 0.7% |
| 1394599 | 1 | 0.7% |
| 540072 | 1 | 0.7% |
| 443817 | 1 | 0.7% |
| Other values (141) | 141 |
| Value | Count | Frequency (%) |
| 31098 | 1 | |
| 31604 | 1 | |
| 32522 | 1 | |
| 33888 | 1 | |
| 35202 | 1 | |
| 35425 | 1 | |
| 35532 | 1 | |
| 35755 | 1 | |
| 36432 | 1 | |
| 39890 | 1 |
| Value | Count | Frequency (%) |
| 320721656 | 1 | |
| 65236475 | 1 | |
| 36582129 | 1 | |
| 22815827 | 1 | |
| 14967817 | 1 | |
| 13240304 | 1 | |
| 10723305 | 1 | |
| 10271240 | 1 | |
| 8155645 | 1 | |
| 7930528 | 1 |
| Distinct | 134 |
|---|---|
| Distinct (%) | 88.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42599.12583 |
| Minimum | -1 |
|---|---|
| Maximum | 3220758 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 16 |
| Negative (%) | 10.6% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 584 |
| median | 2312 |
| Q3 | 9500.5 |
| 95-th percentile | 118767.5 |
| Maximum | 3220758 |
| Range | 3220759 |
| Interquartile range (IQR) | 8916.5 |
Descriptive statistics
| Standard deviation | 271627.5898 |
|---|---|
| Coefficient of variation (CV) | 6.376365348 |
| Kurtosis | 127.4270648 |
| Mean | 42599.12583 |
| Median Absolute Deviation (MAD) | 2257 |
| Skewness | 10.98167801 |
| Sum | 6432468 |
| Variance | 7.378154752 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 16 | 10.6% |
| 674 | 2 | 1.3% |
| 577 | 2 | 1.3% |
| 9122 | 1 | 0.7% |
| 39321 | 1 | 0.7% |
| 1752 | 1 | 0.7% |
| 44187 | 1 | 0.7% |
| 128 | 1 | 0.7% |
| 1047 | 1 | 0.7% |
| 423 | 1 | 0.7% |
| Other values (124) | 124 |
| Value | Count | Frequency (%) |
| -1 | 16 | |
| 3 | 1 | 0.7% |
| 34 | 1 | 0.7% |
| 53 | 1 | 0.7% |
| 55 | 1 | 0.7% |
| 112 | 1 | 0.7% |
| 128 | 1 | 0.7% |
| 169 | 1 | 0.7% |
| 172 | 1 | 0.7% |
| 190 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 3220758 | 1 | |
| 806493 | 1 | |
| 305322 | 1 | |
| 264202 | 1 | |
| 184615 | 1 | |
| 159161 | 1 | |
| 153968 | 1 | |
| 128402 | 1 | |
| 109133 | 1 | |
| 97221 | 1 |
| Distinct | 150 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73268.60265 |
| Minimum | 38 |
|---|---|
| Maximum | 5538897 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 38 |
|---|---|
| 5-th percentile | 283 |
| Q1 | 1604 |
| median | 6035 |
| Q3 | 21429.5 |
| 95-th percentile | 147748.5 |
| Maximum | 5538897 |
| Range | 5538859 |
| Interquartile range (IQR) | 19825.5 |
Descriptive statistics
| Standard deviation | 459649.49 |
|---|---|
| Coefficient of variation (CV) | 6.273485141 |
| Kurtosis | 135.7398778 |
| Mean | 73268.60265 |
| Median Absolute Deviation (MAD) | 5412 |
| Skewness | 11.40987237 |
| Sum | 11063559 |
| Variance | 2.112776536 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2514 | 2 | 1.3% |
| 1853 | 1 | 0.7% |
| 10416 | 1 | 0.7% |
| 39331 | 1 | 0.7% |
| 1700 | 1 | 0.7% |
| 24229 | 1 | 0.7% |
| 931 | 1 | 0.7% |
| 2474 | 1 | 0.7% |
| 1967 | 1 | 0.7% |
| 1201 | 1 | 0.7% |
| Other values (140) | 140 |
| Value | Count | Frequency (%) |
| 38 | 1 | |
| 43 | 1 | |
| 122 | 1 | |
| 136 | 1 | |
| 186 | 1 | |
| 261 | 1 | |
| 264 | 1 | |
| 269 | 1 | |
| 297 | 1 | |
| 345 | 1 |
| Value | Count | Frequency (%) |
| 5538897 | 1 | |
| 869212 | 1 | |
| 620609 | 1 | |
| 485350 | 1 | |
| 319172 | 1 | |
| 300764 | 1 | |
| 203255 | 1 | |
| 151342 | 1 | |
| 144155 | 1 | |
| 140188 | 1 |
| Distinct | 57 |
|---|---|
| Distinct (%) | 37.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.5430464 |
| Minimum | -1 |
|---|---|
| Maximum | 7691 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 35 |
| Negative (%) | 23.2% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 22.5 |
| 95-th percentile | 243 |
| Maximum | 7691 |
| Range | 7692 |
| Interquartile range (IQR) | 21.5 |
Descriptive statistics
| Standard deviation | 648.0327845 |
|---|---|
| Coefficient of variation (CV) | 6.381852896 |
| Kurtosis | 127.9634224 |
| Mean | 101.5430464 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 11.02062268 |
| Sum | 15333 |
| Variance | 419946.4898 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 35 | |
| 3 | 11 | 7.3% |
| 2 | 10 | 6.6% |
| 1 | 9 | 6.0% |
| 4 | 6 | 4.0% |
| 7 | 5 | 3.3% |
| 5 | 4 | 2.6% |
| 8 | 4 | 2.6% |
| 10 | 4 | 2.6% |
| 13 | 4 | 2.6% |
| Other values (47) | 59 |
| Value | Count | Frequency (%) |
| -1 | 35 | |
| 1 | 9 | 6.0% |
| 2 | 10 | 6.6% |
| 3 | 11 | 7.3% |
| 4 | 6 | 4.0% |
| 5 | 4 | 2.6% |
| 6 | 1 | 0.7% |
| 7 | 5 | 3.3% |
| 8 | 4 | 2.6% |
| 9 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 7691 | 1 | |
| 1969 | 1 | |
| 740 | 1 | |
| 480 | 1 | |
| 335 | 1 | |
| 316 | 1 | |
| 315 | 1 | |
| 261 | 1 | |
| 225 | 1 | |
| 206 | 1 |
| Distinct | 149 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3478926.53 |
| Minimum | -1 |
|---|---|
| Maximum | 264053767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 2.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 9457 |
| Q1 | 80824 |
| median | 368835 |
| Q3 | 1223236 |
| 95-th percentile | 7867777.5 |
| Maximum | 264053767 |
| Range | 264053768 |
| Interquartile range (IQR) | 1142412 |
Descriptive statistics
| Standard deviation | 21934819.16 |
|---|---|
| Coefficient of variation (CV) | 6.305053864 |
| Kurtosis | 135.2338001 |
| Mean | 3478926.53 |
| Median Absolute Deviation (MAD) | 328228 |
| Skewness | 11.38757718 |
| Sum | 525317906 |
| Variance | 4.811362916 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 3 | 2.0% |
| 1155505 | 1 | 0.7% |
| 725684 | 1 | 0.7% |
| 961462 | 1 | 0.7% |
| 458425 | 1 | 0.7% |
| 45522 | 1 | 0.7% |
| 966588 | 1 | 0.7% |
| 226828 | 1 | 0.7% |
| 2250 | 1 | 0.7% |
| 30709 | 1 | 0.7% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| -1 | 3 | |
| 104 | 1 | 0.7% |
| 773 | 1 | 0.7% |
| 2250 | 1 | 0.7% |
| 2964 | 1 | 0.7% |
| 7660 | 1 | 0.7% |
| 11254 | 1 | 0.7% |
| 19524 | 1 | 0.7% |
| 25416 | 1 | 0.7% |
| 28190 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 264053767 | 1 | |
| 42911490 | 1 | |
| 34824706 | 1 | |
| 21650151 | 1 | |
| 11126953 | 1 | |
| 9784348 | 1 | |
| 9488337 | 1 | |
| 8857455 | 1 | |
| 6878100 | 1 | |
| 6058586 | 1 |
| Distinct | 119 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15426.91391 |
| Minimum | -1 |
|---|---|
| Maximum | 1166443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 32 |
| Negative (%) | 21.2% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 88 |
| median | 751 |
| Q3 | 4058 |
| 95-th percentile | 47638 |
| Maximum | 1166443 |
| Range | 1166444 |
| Interquartile range (IQR) | 3970 |
Descriptive statistics
| Standard deviation | 96345.79929 |
|---|---|
| Coefficient of variation (CV) | 6.245306084 |
| Kurtosis | 138.303512 |
| Mean | 15426.91391 |
| Median Absolute Deviation (MAD) | 752 |
| Skewness | 11.54079059 |
| Sum | 2329464 |
| Variance | 9282513041 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 32 | 21.2% |
| 792 | 2 | 1.3% |
| 106400 | 1 | 0.7% |
| 93878 | 1 | 0.7% |
| 181 | 1 | 0.7% |
| 950 | 1 | 0.7% |
| 175 | 1 | 0.7% |
| 854 | 1 | 0.7% |
| 1456 | 1 | 0.7% |
| 26031 | 1 | 0.7% |
| Other values (109) | 109 |
| Value | Count | Frequency (%) |
| -1 | 32 | |
| 4 | 1 | 0.7% |
| 14 | 1 | 0.7% |
| 26 | 1 | 0.7% |
| 38 | 1 | 0.7% |
| 73 | 1 | 0.7% |
| 77 | 1 | 0.7% |
| 99 | 1 | 0.7% |
| 100 | 1 | 0.7% |
| 111 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1166443 | 1 | |
| 109345 | 1 | |
| 106400 | 1 | |
| 93878 | 1 | |
| 89173 | 1 | |
| 82803 | 1 | |
| 80188 | 1 | |
| 51675 | 1 | |
| 43601 | 1 | |
| 41500 | 1 |
| Distinct | 149 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 671683.351 |
| Minimum | -1 |
|---|---|
| Maximum | 51128992 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 2.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 2153.5 |
| Q1 | 8500 |
| median | 33726 |
| Q3 | 108131 |
| 95-th percentile | 917875.5 |
| Maximum | 51128992 |
| Range | 51128993 |
| Interquartile range (IQR) | 99631 |
Descriptive statistics
| Standard deviation | 4515256.833 |
|---|---|
| Coefficient of variation (CV) | 6.722299765 |
| Kurtosis | 108.2641392 |
| Mean | 671683.351 |
| Median Absolute Deviation (MAD) | 28240 |
| Skewness | 10.09094081 |
| Sum | 101424186 |
| Variance | 2.038754427 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 3 | 2.0% |
| 51128992 | 1 | 0.7% |
| 6785 | 1 | 0.7% |
| 34980 | 1 | 0.7% |
| 385960 | 1 | 0.7% |
| 76969 | 1 | 0.7% |
| 16554 | 1 | 0.7% |
| 31149 | 1 | 0.7% |
| 109486 | 1 | 0.7% |
| 811183 | 1 | 0.7% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| -1 | 3 | |
| 82 | 1 | 0.7% |
| 646 | 1 | 0.7% |
| 1152 | 1 | 0.7% |
| 1425 | 1 | 0.7% |
| 1763 | 1 | 0.7% |
| 2544 | 1 | 0.7% |
| 2670 | 1 | 0.7% |
| 3262 | 1 | 0.7% |
| 3460 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 51128992 | 1 | |
| 21455773 | 1 | |
| 4256319 | 1 | |
| 3689522 | 1 | |
| 2607024 | 1 | |
| 2323518 | 1 | |
| 1272073 | 1 | |
| 941095 | 1 | |
| 894656 | 1 | |
| 811183 | 1 |
| Distinct | 102 |
|---|---|
| Distinct (%) | 67.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1277.350993 |
| Minimum | -1 |
|---|---|
| Maximum | 96547 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 24 |
| Negative (%) | 15.9% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 10 |
| median | 61 |
| Q3 | 356.5 |
| 95-th percentile | 2809 |
| Maximum | 96547 |
| Range | 96548 |
| Interquartile range (IQR) | 346.5 |
Descriptive statistics
| Standard deviation | 8159.604257 |
|---|---|
| Coefficient of variation (CV) | 6.38791084 |
| Kurtosis | 126.4194333 |
| Mean | 1277.350993 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 10.93504382 |
| Sum | 192880 |
| Variance | 66579141.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 24 | 15.9% |
| 23 | 4 | 2.6% |
| 11 | 3 | 2.0% |
| 67 | 3 | 2.0% |
| 13 | 3 | 2.0% |
| 60 | 3 | 2.0% |
| 49 | 3 | 2.0% |
| 22 | 2 | 1.3% |
| 6 | 2 | 1.3% |
| 10 | 2 | 1.3% |
| Other values (92) | 102 |
| Value | Count | Frequency (%) |
| -1 | 24 | |
| 1 | 2 | 1.3% |
| 4 | 2 | 1.3% |
| 5 | 2 | 1.3% |
| 6 | 2 | 1.3% |
| 7 | 2 | 1.3% |
| 8 | 2 | 1.3% |
| 9 | 1 | 0.7% |
| 10 | 2 | 1.3% |
| 11 | 3 | 2.0% |
| Value | Count | Frequency (%) |
| 96547 | 1 | |
| 25274 | 1 | |
| 8944 | 1 | |
| 8318 | 1 | |
| 6006 | 1 | |
| 4798 | 1 | |
| 3985 | 1 | |
| 3212 | 1 | |
| 2406 | 1 | |
| 2300 | 1 |
Tot Cases/ 1M pop
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 151 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86029.38411 |
| Minimum | 73 |
|---|---|
| Maximum | 316557 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 73 |
|---|---|
| 5-th percentile | 2827 |
| Q1 | 16621 |
| median | 73432 |
| Q3 | 136085.5 |
| 95-th percentile | 209153.5 |
| Maximum | 316557 |
| Range | 316484 |
| Interquartile range (IQR) | 119464.5 |
Descriptive statistics
| Standard deviation | 72934.00563 |
|---|---|
| Coefficient of variation (CV) | 0.847780167 |
| Kurtosis | -0.06091695134 |
| Mean | 86029.38411 |
| Median Absolute Deviation (MAD) | 57506 |
| Skewness | 0.7430429415 |
| Sum | 12990437 |
| Variance | 5319369177 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10911 | 1 | 0.7% |
| 14228 | 1 | 0.7% |
| 4763 | 1 | 0.7% |
| 153503 | 1 | 0.7% |
| 50595 | 1 | 0.7% |
| 16806 | 1 | 0.7% |
| 32168 | 1 | 0.7% |
| 79019 | 1 | 0.7% |
| 95405 | 1 | 0.7% |
| 202158 | 1 | 0.7% |
| Other values (141) | 141 |
| Value | Count | Frequency (%) |
| 73 | 1 | |
| 872 | 1 | |
| 1099 | 1 | |
| 1168 | 1 | |
| 1880 | 1 | |
| 2574 | 1 | |
| 2689 | 1 | |
| 2787 | 1 | |
| 2867 | 1 | |
| 2876 | 1 |
| Value | Count | Frequency (%) |
| 316557 | 1 | |
| 313235 | 1 | |
| 246611 | 1 | |
| 246198 | 1 | |
| 238585 | 1 | |
| 218724 | 1 | |
| 211282 | 1 | |
| 209590 | 1 | |
| 208717 | 1 | |
| 202158 | 1 |
| Distinct | 147 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1181.341722 |
| Minimum | 3 |
|---|---|
| Maximum | 6036 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 40.5 |
| Q1 | 213.5 |
| median | 826 |
| Q3 | 1893 |
| 95-th percentile | 3311.5 |
| Maximum | 6036 |
| Range | 6033 |
| Interquartile range (IQR) | 1679.5 |
Descriptive statistics
| Standard deviation | 1144.095003 |
|---|---|
| Coefficient of variation (CV) | 0.9684708347 |
| Kurtosis | 1.850239325 |
| Mean | 1181.341722 |
| Median Absolute Deviation (MAD) | 684 |
| Skewness | 1.303098559 |
| Sum | 178382.6 |
| Variance | 1308953.377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 2 | 1.3% |
| 65 | 2 | 1.3% |
| 30 | 2 | 1.3% |
| 142 | 2 | 1.3% |
| 63 | 1 | 0.7% |
| 387 | 1 | 0.7% |
| 1530 | 1 | 0.7% |
| 1497 | 1 | 0.7% |
| 795 | 1 | 0.7% |
| 185 | 1 | 0.7% |
| Other values (137) | 137 |
| Value | Count | Frequency (%) |
| 3 | 2 | |
| 13 | 1 | |
| 14 | 1 | |
| 27 | 1 | |
| 30 | 2 | |
| 39 | 1 | |
| 42 | 1 | |
| 44 | 1 | |
| 54 | 1 | |
| 60 | 1 |
| Value | Count | Frequency (%) |
| 6036 | 1 | |
| 4648 | 1 | |
| 4223 | 1 | |
| 4174 | 1 | |
| 3916 | 1 | |
| 3874 | 1 | |
| 3610 | 1 | |
| 3425 | 1 | |
| 3198 | 1 | |
| 3135 | 1 |
| Distinct | 149 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31801364.92 |
| Minimum | -1 |
|---|---|
| Maximum | 852902599 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 2.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 295247.5 |
| Q1 | 1316301.5 |
| median | 3941654 |
| Q3 | 19424123.5 |
| 95-th percentile | 126830392.5 |
| Maximum | 852902599 |
| Range | 852902600 |
| Interquartile range (IQR) | 18107822 |
Descriptive statistics
| Standard deviation | 100454583.4 |
|---|---|
| Coefficient of variation (CV) | 3.15881358 |
| Kurtosis | 43.23203038 |
| Mean | 31801364.92 |
| Median Absolute Deviation (MAD) | 3482115 |
| Skewness | 6.201962597 |
| Sum | 4802006103 |
| Variance | 1.009112332 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 3 | 2.0% |
| 63776166 | 1 | 0.7% |
| 2743211 | 1 | 0.7% |
| 11778221 | 1 | 0.7% |
| 846704 | 1 | 0.7% |
| 47840710 | 1 | 0.7% |
| 16989616 | 1 | 0.7% |
| 41373364 | 1 | 0.7% |
| 1919925 | 1 | 0.7% |
| 939190 | 1 | 0.7% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| -1 | 3 | |
| 146269 | 1 | 0.7% |
| 176919 | 1 | 0.7% |
| 188480 | 1 | 0.7% |
| 230861 | 1 | 0.7% |
| 249149 | 1 | 0.7% |
| 341346 | 1 | 0.7% |
| 345742 | 1 | 0.7% |
| 362117 | 1 | 0.7% |
| 399555 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 852902599 | 1 | |
| 697311627 | 1 | |
| 428682395 | 1 | |
| 244900000 | 1 | |
| 207533089 | 1 | |
| 160000000 | 1 | |
| 152519212 | 1 | |
| 129772258 | 1 | |
| 123888527 | 1 | |
| 116329034 | 1 |
| Distinct | 149 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1380452.887 |
| Minimum | -1 |
|---|---|
| Maximum | 19241137 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 2.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 15389 |
| Q1 | 162051.5 |
| median | 601256 |
| Q3 | 1453721.5 |
| 95-th percentile | 4858315.5 |
| Maximum | 19241137 |
| Range | 19241138 |
| Interquartile range (IQR) | 1291670 |
Descriptive statistics
| Standard deviation | 2463402.455 |
|---|---|
| Coefficient of variation (CV) | 1.78448861 |
| Kurtosis | 24.17113076 |
| Mean | 1380452.887 |
| Median Absolute Deviation (MAD) | 533937 |
| Skewness | 4.353010698 |
| Sum | 208448386 |
| Variance | 6.068351654 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 3 | 2.0% |
| 769955 | 1 | 0.7% |
| 126358 | 1 | 0.7% |
| 601256 | 1 | 0.7% |
| 1291815 | 1 | 0.7% |
| 1620653 | 1 | 0.7% |
| 2553775 | 1 | 0.7% |
| 19241137 | 1 | 0.7% |
| 625405 | 1 | 0.7% |
| 3168691 | 1 | 0.7% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| -1 | 3 | |
| 5123 | 1 | 0.7% |
| 8058 | 1 | 0.7% |
| 9034 | 1 | 0.7% |
| 11860 | 1 | 0.7% |
| 12395 | 1 | 0.7% |
| 18383 | 1 | 0.7% |
| 20703 | 1 | 0.7% |
| 25688 | 1 | 0.7% |
| 27062 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 19241137 | 1 | |
| 14283999 | 1 | |
| 11548079 | 1 | |
| 7762884 | 1 | |
| 6584773 | 1 | |
| 6264309 | 1 | |
| 6046135 | 1 | |
| 5004395 | 1 | |
| 4712236 | 1 | |
| 4651024 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Country,Other | Total Cases | New Cases | Total Deaths | New Deaths | Total Recovered | New Recovered | Active Cases | Serious, Critical | Tot Cases/ 1M pop | Deaths/ 1M pop | Total Tests | Tests/ 1M pop | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | World | 320721656 | 3220758 | 5538897 | 7691 | 264053767 | 1166443 | 51128992 | 96547 | 41146 | 710.6 | -1 | -1 |
| 1 | USA | 65236475 | 806493 | 869212 | 1969 | 42911490 | 106400 | 21455773 | 25274 | 195332 | 2603.0 | 852902599 | 2553775 |
| 2 | India | 36582129 | 264202 | 485350 | 315 | 34824706 | 109345 | 1272073 | 8944 | 26115 | 346.0 | 697311627 | 497798 |
| 3 | Brazil | 22815827 | 97221 | 620609 | 190 | 21650151 | -1 | 545067 | 8318 | 106182 | 2888.0 | 63776166 | 296806 |
| 4 | UK | 14967817 | 109133 | 151342 | 335 | 11126953 | 89173 | 3689522 | 785 | 218724 | 2212.0 | 428682395 | 6264309 |
| 5 | France | 13240304 | 305322 | 126530 | 225 | 8857455 | 93878 | 4256319 | 3985 | 202158 | 1932.0 | 207533089 | 3168691 |
| 6 | Russia | 10723305 | 21155 | 319172 | 740 | 9784348 | 25984 | 619785 | 2300 | 73432 | 2186.0 | 244900000 | 1677048 |
| 7 | Turkey | 10271240 | 75564 | 84278 | 153 | 9488337 | 51675 | 698625 | 1128 | 119810 | 983.0 | 123888527 | 1445112 |
| 8 | Italy | 8155645 | 184615 | 140188 | 316 | 5691939 | 82803 | 2323518 | 1668 | 135194 | 2324.0 | 152519212 | 2528269 |
| 9 | Spain | 7930528 | 159161 | 90620 | 112 | 5232884 | 16476 | 2607024 | 2227 | 169519 | 1937.0 | 66213858 | 1415354 |
Last rows
| Country,Other | Total Cases | New Cases | Total Deaths | New Deaths | Total Recovered | New Recovered | Active Cases | Serious, Critical | Tot Cases/ 1M pop | Deaths/ 1M pop | Total Tests | Tests/ 1M pop | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 141 | Belize | 39890 | 940 | 607 | -1 | 32139 | 379 | 7144 | 4 | 97607 | 1485.0 | 415477 | 1016632 |
| 142 | Papua New Guinea | 36432 | 3 | 595 | -1 | 35755 | -1 | 82 | 7 | 3957 | 65.0 | 249149 | 27062 |
| 143 | Burundi | 35755 | -1 | 38 | -1 | 773 | -1 | 34944 | -1 | 2876 | 3.0 | 345742 | 27810 |
| 144 | Channel Islands | 35532 | 406 | 122 | -1 | 30709 | 735 | 4701 | -1 | 201522 | 692.0 | 1161014 | 6584773 |
| 145 | Togo | 35425 | 328 | 261 | 1 | 28190 | 322 | 6974 | -1 | 4131 | 30.0 | 641241 | 74775 |
| 146 | Guinea | 35202 | 169 | 406 | 3 | 30929 | 73 | 3867 | 49 | 2574 | 30.0 | 578214 | 42274 |
| 147 | Barbados | 33888 | 577 | 269 | 2 | 29338 | 175 | 4281 | -1 | 117702 | 934.0 | 495482 | 1720938 |
| 148 | Mayotte | 32522 | -1 | 186 | -1 | 2964 | -1 | 29372 | -1 | 114965 | 658.0 | 176919 | 625405 |
| 149 | Lesotho | 31604 | 128 | 687 | -1 | 19524 | 230 | 11393 | -1 | 14576 | 317.0 | 362117 | 167007 |
| 150 | Seychelles | 31098 | 2068 | 136 | 2 | 25416 | 512 | 5546 | -1 | 313235 | 1370.0 | -1 | -1 |